Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x23815be2048>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x23815cfecc0>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.5.0
Default GPU Device: /device:GPU:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    input_real = tf.placeholder(tf.float32, [None, image_width, image_height, image_channels], "input_real")
    input_z = tf.placeholder(tf.float32, [None, z_dim], "input_z")
    learning_rate = tf.placeholder(tf.float32, None, "learning_rate")

    return input_real, input_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # no alpha in args???
    alpha = 0.2
    # TODO: Implement Function
    leaky_relu = lambda x: tf.maximum(alpha * x, x)
    
    def conv(inputs, filters, batch_norm=True):
        outputs = tf.layers.conv2d(inputs, filters, 5, 2, 'same')
        if batch_norm:
            outputs = tf.layers.batch_normalization(outputs, training=True)
        return leaky_relu(outputs)
        
    
    with tf.variable_scope("discriminator", reuse=reuse):
        
        x1 = conv(images, 64, batch_norm=False)
        x2 = conv(x1, 128)
        x3 = conv(x2, 256)
        
        flat = tf.reshape(x3, (-1, 4*4*256))
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)

        return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [7]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    alpha = 0.2
    leaky_relu = lambda x: tf.maximum(alpha * x, x)
    with tf.variable_scope("generator", reuse=not is_train):
        x1 = tf.layers.dense(z, 7*7*512)
        x1 = tf.reshape(x1, (-1, 7, 7, 512))
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = leaky_relu(x1)
        # 7*7*512
        
        x2 = tf.layers.conv2d_transpose(x1, 256, 5, 1, 'SAME')
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = leaky_relu(x2)
        # 7*7*256
        
        x3 = tf.layers.conv2d_transpose(x2, 128, 5, 2, 'SAME')
        x3 = tf.layers.batch_normalization(x3, training=is_train)
        x3 = leaky_relu(x3)
        # 14*14*128
    
        logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, 2, 'SAME')
        out = tf.tanh(logits)
        # 28*28*out_channel_dim
        return out
    return None


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [8]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    alpha = 0.9
    # TODO: Implement Function
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_logits_real) * alpha))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_logits_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_logits_fake)))

    d_loss = d_loss_real + d_loss_fake

    return d_loss, g_loss

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    # Get weights and bias to update
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [11]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)

    d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])

    d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            steps = 0
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                steps +=1
                batch_images = batch_images * 2
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                # Run optimizers
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
                _ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
                
                if steps % 10 == 0:
                    train_loss_d = d_loss.eval({input_real: batch_images, input_z: batch_z})
                    train_loss_g = g_loss.eval({input_z: batch_z})

                    print("Epoch {}/{}...".format(epoch_i+1, epochs),
                          "Batch {}...".format(steps),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))

                if steps % 100 == 0:
                    show_generator_output(sess, show_n_images, input_z, data_shape[3], data_image_mode)
                

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [22]:
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.1


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 5

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/5... Batch 10... Discriminator Loss: 5.6533... Generator Loss: 0.0062
Epoch 1/5... Batch 20... Discriminator Loss: 3.8653... Generator Loss: 0.0313
Epoch 1/5... Batch 30... Discriminator Loss: 2.9615... Generator Loss: 0.0851
Epoch 1/5... Batch 40... Discriminator Loss: 2.9858... Generator Loss: 0.0783
Epoch 1/5... Batch 50... Discriminator Loss: 2.2766... Generator Loss: 0.1674
Epoch 1/5... Batch 60... Discriminator Loss: 2.2351... Generator Loss: 0.1899
Epoch 1/5... Batch 70... Discriminator Loss: 2.1587... Generator Loss: 0.1902
Epoch 1/5... Batch 80... Discriminator Loss: 1.9944... Generator Loss: 0.2432
Epoch 1/5... Batch 90... Discriminator Loss: 2.0313... Generator Loss: 0.2431
Epoch 1/5... Batch 100... Discriminator Loss: 1.9831... Generator Loss: 0.2333
Epoch 1/5... Batch 110... Discriminator Loss: 1.6385... Generator Loss: 0.3752
Epoch 1/5... Batch 120... Discriminator Loss: 1.6900... Generator Loss: 0.3434
Epoch 1/5... Batch 130... Discriminator Loss: 1.5459... Generator Loss: 0.4467
Epoch 1/5... Batch 140... Discriminator Loss: 1.6339... Generator Loss: 0.3699
Epoch 1/5... Batch 150... Discriminator Loss: 1.6190... Generator Loss: 0.3780
Epoch 1/5... Batch 160... Discriminator Loss: 1.6620... Generator Loss: 0.3336
Epoch 1/5... Batch 170... Discriminator Loss: 1.7233... Generator Loss: 0.3166
Epoch 1/5... Batch 180... Discriminator Loss: 1.6372... Generator Loss: 0.3692
Epoch 1/5... Batch 190... Discriminator Loss: 1.4455... Generator Loss: 0.4652
Epoch 1/5... Batch 200... Discriminator Loss: 1.6858... Generator Loss: 0.3428
Epoch 1/5... Batch 210... Discriminator Loss: 1.2525... Generator Loss: 0.6684
Epoch 1/5... Batch 220... Discriminator Loss: 1.4571... Generator Loss: 0.4389
Epoch 1/5... Batch 230... Discriminator Loss: 1.5138... Generator Loss: 0.4283
Epoch 1/5... Batch 240... Discriminator Loss: 1.4465... Generator Loss: 0.4840
Epoch 1/5... Batch 250... Discriminator Loss: 1.4425... Generator Loss: 0.4753
Epoch 1/5... Batch 260... Discriminator Loss: 1.1855... Generator Loss: 1.3958
Epoch 1/5... Batch 270... Discriminator Loss: 1.2527... Generator Loss: 1.3660
Epoch 1/5... Batch 280... Discriminator Loss: 1.2021... Generator Loss: 1.0769
Epoch 1/5... Batch 290... Discriminator Loss: 1.2126... Generator Loss: 1.0558
Epoch 1/5... Batch 300... Discriminator Loss: 1.3084... Generator Loss: 1.1172
Epoch 1/5... Batch 310... Discriminator Loss: 1.2925... Generator Loss: 0.7280
Epoch 1/5... Batch 320... Discriminator Loss: 1.3716... Generator Loss: 1.2755
Epoch 1/5... Batch 330... Discriminator Loss: 1.6019... Generator Loss: 1.3783
Epoch 1/5... Batch 340... Discriminator Loss: 1.2762... Generator Loss: 1.1799
Epoch 1/5... Batch 350... Discriminator Loss: 1.3522... Generator Loss: 0.5690
Epoch 1/5... Batch 360... Discriminator Loss: 1.5840... Generator Loss: 0.3946
Epoch 1/5... Batch 370... Discriminator Loss: 1.2736... Generator Loss: 1.2756
Epoch 1/5... Batch 380... Discriminator Loss: 1.1577... Generator Loss: 0.9530
Epoch 1/5... Batch 390... Discriminator Loss: 1.0833... Generator Loss: 1.0217
Epoch 1/5... Batch 400... Discriminator Loss: 1.1722... Generator Loss: 1.0542
Epoch 1/5... Batch 410... Discriminator Loss: 1.4410... Generator Loss: 0.5318
Epoch 1/5... Batch 420... Discriminator Loss: 1.7594... Generator Loss: 0.3453
Epoch 1/5... Batch 430... Discriminator Loss: 1.3300... Generator Loss: 0.6037
Epoch 1/5... Batch 440... Discriminator Loss: 1.7237... Generator Loss: 0.3236
Epoch 1/5... Batch 450... Discriminator Loss: 1.4654... Generator Loss: 0.4494
Epoch 1/5... Batch 460... Discriminator Loss: 1.2023... Generator Loss: 1.3904
Epoch 1/5... Batch 470... Discriminator Loss: 1.1726... Generator Loss: 0.7552
Epoch 1/5... Batch 480... Discriminator Loss: 1.6334... Generator Loss: 0.3442
Epoch 1/5... Batch 490... Discriminator Loss: 1.6352... Generator Loss: 0.3642
Epoch 1/5... Batch 500... Discriminator Loss: 1.4091... Generator Loss: 0.4595
Epoch 1/5... Batch 510... Discriminator Loss: 1.3656... Generator Loss: 0.6607
Epoch 1/5... Batch 520... Discriminator Loss: 1.0578... Generator Loss: 0.8537
Epoch 1/5... Batch 530... Discriminator Loss: 1.0701... Generator Loss: 1.2101
Epoch 1/5... Batch 540... Discriminator Loss: 1.5196... Generator Loss: 1.7573
Epoch 1/5... Batch 550... Discriminator Loss: 1.1144... Generator Loss: 0.9889
Epoch 1/5... Batch 560... Discriminator Loss: 1.2137... Generator Loss: 1.4808
Epoch 1/5... Batch 570... Discriminator Loss: 1.4065... Generator Loss: 1.3041
Epoch 1/5... Batch 580... Discriminator Loss: 1.1770... Generator Loss: 1.0516
Epoch 1/5... Batch 590... Discriminator Loss: 1.0785... Generator Loss: 1.2036
Epoch 1/5... Batch 600... Discriminator Loss: 1.5566... Generator Loss: 0.3973
Epoch 1/5... Batch 610... Discriminator Loss: 1.1738... Generator Loss: 0.8417
Epoch 1/5... Batch 620... Discriminator Loss: 1.3840... Generator Loss: 0.5469
Epoch 1/5... Batch 630... Discriminator Loss: 1.5069... Generator Loss: 0.4303
Epoch 1/5... Batch 640... Discriminator Loss: 1.2334... Generator Loss: 0.9725
Epoch 1/5... Batch 650... Discriminator Loss: 1.1227... Generator Loss: 1.0563
Epoch 1/5... Batch 660... Discriminator Loss: 1.5960... Generator Loss: 0.3875
Epoch 1/5... Batch 670... Discriminator Loss: 1.3340... Generator Loss: 0.8848
Epoch 1/5... Batch 680... Discriminator Loss: 1.6705... Generator Loss: 0.3354
Epoch 1/5... Batch 690... Discriminator Loss: 1.5504... Generator Loss: 0.3887
Epoch 1/5... Batch 700... Discriminator Loss: 1.2528... Generator Loss: 0.6131
Epoch 1/5... Batch 710... Discriminator Loss: 1.5578... Generator Loss: 0.4067
Epoch 1/5... Batch 720... Discriminator Loss: 1.5850... Generator Loss: 0.3655
Epoch 1/5... Batch 730... Discriminator Loss: 1.3343... Generator Loss: 0.5222
Epoch 1/5... Batch 740... Discriminator Loss: 1.4145... Generator Loss: 0.4964
Epoch 1/5... Batch 750... Discriminator Loss: 1.2446... Generator Loss: 0.6339
Epoch 1/5... Batch 760... Discriminator Loss: 1.4253... Generator Loss: 2.1071
Epoch 1/5... Batch 770... Discriminator Loss: 1.1055... Generator Loss: 1.1953
Epoch 1/5... Batch 780... Discriminator Loss: 1.1975... Generator Loss: 1.0332
Epoch 1/5... Batch 790... Discriminator Loss: 1.4295... Generator Loss: 0.4950
Epoch 1/5... Batch 800... Discriminator Loss: 1.1665... Generator Loss: 1.0490
Epoch 1/5... Batch 810... Discriminator Loss: 1.0775... Generator Loss: 0.8654
Epoch 1/5... Batch 820... Discriminator Loss: 1.2763... Generator Loss: 0.5919
Epoch 1/5... Batch 830... Discriminator Loss: 2.0284... Generator Loss: 0.2789
Epoch 1/5... Batch 840... Discriminator Loss: 1.1076... Generator Loss: 1.0017
Epoch 1/5... Batch 850... Discriminator Loss: 1.5346... Generator Loss: 0.4107
Epoch 1/5... Batch 860... Discriminator Loss: 1.1972... Generator Loss: 0.6865
Epoch 1/5... Batch 870... Discriminator Loss: 1.2327... Generator Loss: 1.4840
Epoch 1/5... Batch 880... Discriminator Loss: 1.2027... Generator Loss: 0.7964
Epoch 1/5... Batch 890... Discriminator Loss: 1.1783... Generator Loss: 1.5230
Epoch 1/5... Batch 900... Discriminator Loss: 1.1628... Generator Loss: 0.7065
Epoch 1/5... Batch 910... Discriminator Loss: 1.3040... Generator Loss: 0.5600
Epoch 1/5... Batch 920... Discriminator Loss: 2.5129... Generator Loss: 0.1690
Epoch 1/5... Batch 930... Discriminator Loss: 1.2987... Generator Loss: 0.5819
Epoch 1/5... Batch 940... Discriminator Loss: 1.4360... Generator Loss: 0.4788
Epoch 1/5... Batch 950... Discriminator Loss: 1.1482... Generator Loss: 0.7468
Epoch 1/5... Batch 960... Discriminator Loss: 0.9836... Generator Loss: 1.0382
Epoch 1/5... Batch 970... Discriminator Loss: 1.1132... Generator Loss: 0.8279
Epoch 1/5... Batch 980... Discriminator Loss: 1.0114... Generator Loss: 1.3444
Epoch 1/5... Batch 990... Discriminator Loss: 1.2354... Generator Loss: 0.7852
Epoch 1/5... Batch 1000... Discriminator Loss: 1.1550... Generator Loss: 0.7259
Epoch 1/5... Batch 1010... Discriminator Loss: 1.3917... Generator Loss: 1.8188
Epoch 1/5... Batch 1020... Discriminator Loss: 1.1337... Generator Loss: 0.9734
Epoch 1/5... Batch 1030... Discriminator Loss: 1.7180... Generator Loss: 0.3207
Epoch 1/5... Batch 1040... Discriminator Loss: 1.3522... Generator Loss: 0.5028
Epoch 1/5... Batch 1050... Discriminator Loss: 0.9913... Generator Loss: 0.9104
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Epoch 2/5... Batch 10... Discriminator Loss: 1.5894... Generator Loss: 0.3866
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Epoch 2/5... Batch 520... Discriminator Loss: 0.7824... Generator Loss: 1.2591
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Epoch 2/5... Batch 800... Discriminator Loss: 1.0487... Generator Loss: 0.7679
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Epoch 2/5... Batch 860... Discriminator Loss: 2.5591... Generator Loss: 4.1236
Epoch 2/5... Batch 870... Discriminator Loss: 1.0546... Generator Loss: 0.7754
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Epoch 5/5... Batch 1530... Discriminator Loss: 0.8842... Generator Loss: 3.1320
Epoch 5/5... Batch 1540... Discriminator Loss: 0.6087... Generator Loss: 1.5995
Epoch 5/5... Batch 1550... Discriminator Loss: 0.5868... Generator Loss: 1.7141
Epoch 5/5... Batch 1560... Discriminator Loss: 0.7947... Generator Loss: 1.2137
Epoch 5/5... Batch 1570... Discriminator Loss: 0.4776... Generator Loss: 2.2437
Epoch 5/5... Batch 1580... Discriminator Loss: 0.6777... Generator Loss: 1.3814
Epoch 5/5... Batch 1590... Discriminator Loss: 0.7312... Generator Loss: 1.2847
Epoch 5/5... Batch 1600... Discriminator Loss: 0.5511... Generator Loss: 1.9124
Epoch 5/5... Batch 1610... Discriminator Loss: 0.6668... Generator Loss: 1.4443
Epoch 5/5... Batch 1620... Discriminator Loss: 1.2484... Generator Loss: 0.6864
Epoch 5/5... Batch 1630... Discriminator Loss: 0.8247... Generator Loss: 2.6636
Epoch 5/5... Batch 1640... Discriminator Loss: 0.9715... Generator Loss: 1.1000
Epoch 5/5... Batch 1650... Discriminator Loss: 0.6804... Generator Loss: 1.3784
Epoch 5/5... Batch 1660... Discriminator Loss: 0.5004... Generator Loss: 2.2181
Epoch 5/5... Batch 1670... Discriminator Loss: 0.8923... Generator Loss: 1.0992
Epoch 5/5... Batch 1680... Discriminator Loss: 0.6798... Generator Loss: 1.8985
Epoch 5/5... Batch 1690... Discriminator Loss: 1.5852... Generator Loss: 0.6903
Epoch 5/5... Batch 1700... Discriminator Loss: 1.4329... Generator Loss: 0.5743
Epoch 5/5... Batch 1710... Discriminator Loss: 0.4665... Generator Loss: 2.3227
Epoch 5/5... Batch 1720... Discriminator Loss: 2.0336... Generator Loss: 0.6851
Epoch 5/5... Batch 1730... Discriminator Loss: 1.6860... Generator Loss: 0.6777
Epoch 5/5... Batch 1740... Discriminator Loss: 0.7585... Generator Loss: 2.0509
Epoch 5/5... Batch 1750... Discriminator Loss: 0.8739... Generator Loss: 1.1037
Epoch 5/5... Batch 1760... Discriminator Loss: 1.2829... Generator Loss: 0.7314
Epoch 5/5... Batch 1770... Discriminator Loss: 0.9743... Generator Loss: 0.8933
Epoch 5/5... Batch 1780... Discriminator Loss: 1.0418... Generator Loss: 0.8927
Epoch 5/5... Batch 1790... Discriminator Loss: 0.7674... Generator Loss: 1.2482
Epoch 5/5... Batch 1800... Discriminator Loss: 0.5106... Generator Loss: 2.1845
Epoch 5/5... Batch 1810... Discriminator Loss: 0.4781... Generator Loss: 2.3314
Epoch 5/5... Batch 1820... Discriminator Loss: 0.8012... Generator Loss: 1.1777
Epoch 5/5... Batch 1830... Discriminator Loss: 1.3244... Generator Loss: 0.5885
Epoch 5/5... Batch 1840... Discriminator Loss: 0.6361... Generator Loss: 1.9234
Epoch 5/5... Batch 1850... Discriminator Loss: 0.8067... Generator Loss: 1.2499
Epoch 5/5... Batch 1860... Discriminator Loss: 1.2517... Generator Loss: 0.6896
Epoch 5/5... Batch 1870... Discriminator Loss: 0.6396... Generator Loss: 1.5507

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [23]:
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.1


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/2... Batch 10... Discriminator Loss: 4.9688... Generator Loss: 0.0149
Epoch 1/2... Batch 20... Discriminator Loss: 5.6123... Generator Loss: 0.0074
Epoch 1/2... Batch 30... Discriminator Loss: 3.1060... Generator Loss: 0.0828
Epoch 1/2... Batch 40... Discriminator Loss: 2.4479... Generator Loss: 0.1956
Epoch 1/2... Batch 50... Discriminator Loss: 1.6389... Generator Loss: 0.4734
Epoch 1/2... Batch 60... Discriminator Loss: 1.6807... Generator Loss: 1.2218
Epoch 1/2... Batch 70... Discriminator Loss: 1.5885... Generator Loss: 1.1081
Epoch 1/2... Batch 80... Discriminator Loss: 1.7634... Generator Loss: 1.0323
Epoch 1/2... Batch 90... Discriminator Loss: 1.7413... Generator Loss: 0.8534
Epoch 1/2... Batch 100... Discriminator Loss: 2.2495... Generator Loss: 0.1760
Epoch 1/2... Batch 110... Discriminator Loss: 2.0090... Generator Loss: 0.2450
Epoch 1/2... Batch 120... Discriminator Loss: 1.9015... Generator Loss: 0.2585
Epoch 1/2... Batch 130... Discriminator Loss: 1.7732... Generator Loss: 0.4197
Epoch 1/2... Batch 140... Discriminator Loss: 1.8760... Generator Loss: 1.5388
Epoch 1/2... Batch 150... Discriminator Loss: 1.4628... Generator Loss: 0.8939
Epoch 1/2... Batch 160... Discriminator Loss: 1.9761... Generator Loss: 0.2350
Epoch 1/2... Batch 170... Discriminator Loss: 1.9589... Generator Loss: 0.3395
Epoch 1/2... Batch 180... Discriminator Loss: 2.1668... Generator Loss: 0.2153
Epoch 1/2... Batch 190... Discriminator Loss: 1.5068... Generator Loss: 0.6701
Epoch 1/2... Batch 200... Discriminator Loss: 1.4018... Generator Loss: 1.1578
Epoch 1/2... Batch 210... Discriminator Loss: 1.2965... Generator Loss: 0.7136
Epoch 1/2... Batch 220... Discriminator Loss: 1.4975... Generator Loss: 0.4247
Epoch 1/2... Batch 230... Discriminator Loss: 2.2740... Generator Loss: 0.1752
Epoch 1/2... Batch 240... Discriminator Loss: 1.5926... Generator Loss: 0.8391
Epoch 1/2... Batch 250... Discriminator Loss: 1.3248... Generator Loss: 1.7143
Epoch 1/2... Batch 260... Discriminator Loss: 1.3954... Generator Loss: 1.1871
Epoch 1/2... Batch 270... Discriminator Loss: 1.6450... Generator Loss: 1.3027
Epoch 1/2... Batch 280... Discriminator Loss: 1.5408... Generator Loss: 1.3196
Epoch 1/2... Batch 290... Discriminator Loss: 1.5542... Generator Loss: 0.5545
Epoch 1/2... Batch 300... Discriminator Loss: 1.6442... Generator Loss: 0.7698
Epoch 1/2... Batch 310... Discriminator Loss: 1.6163... Generator Loss: 0.4553
Epoch 1/2... Batch 320... Discriminator Loss: 1.7701... Generator Loss: 0.3197
Epoch 1/2... Batch 330... Discriminator Loss: 1.5829... Generator Loss: 0.5430
Epoch 1/2... Batch 340... Discriminator Loss: 1.5302... Generator Loss: 0.4975
Epoch 1/2... Batch 350... Discriminator Loss: 1.4370... Generator Loss: 0.5149
Epoch 1/2... Batch 360... Discriminator Loss: 1.5814... Generator Loss: 0.4335
Epoch 1/2... Batch 370... Discriminator Loss: 1.6202... Generator Loss: 0.4280
Epoch 1/2... Batch 380... Discriminator Loss: 1.6596... Generator Loss: 0.3667
Epoch 1/2... Batch 390... Discriminator Loss: 1.3399... Generator Loss: 0.8689
Epoch 1/2... Batch 400... Discriminator Loss: 1.3569... Generator Loss: 1.1003
Epoch 1/2... Batch 410... Discriminator Loss: 1.4213... Generator Loss: 0.5130
Epoch 1/2... Batch 420... Discriminator Loss: 1.7484... Generator Loss: 0.3234
Epoch 1/2... Batch 430... Discriminator Loss: 1.5780... Generator Loss: 0.4421
Epoch 1/2... Batch 440... Discriminator Loss: 1.2844... Generator Loss: 1.1436
Epoch 1/2... Batch 450... Discriminator Loss: 1.3149... Generator Loss: 0.9613
Epoch 1/2... Batch 460... Discriminator Loss: 1.5986... Generator Loss: 0.4002
Epoch 1/2... Batch 470... Discriminator Loss: 1.9749... Generator Loss: 0.2846
Epoch 1/2... Batch 480... Discriminator Loss: 1.5733... Generator Loss: 0.4557
Epoch 1/2... Batch 490... Discriminator Loss: 1.3212... Generator Loss: 0.9938
Epoch 1/2... Batch 500... Discriminator Loss: 1.9528... Generator Loss: 0.2503
Epoch 1/2... Batch 510... Discriminator Loss: 1.3977... Generator Loss: 0.5564
Epoch 1/2... Batch 520... Discriminator Loss: 1.2610... Generator Loss: 1.1234
Epoch 1/2... Batch 530... Discriminator Loss: 1.5183... Generator Loss: 0.7819
Epoch 1/2... Batch 540... Discriminator Loss: 1.1301... Generator Loss: 1.1210
Epoch 1/2... Batch 550... Discriminator Loss: 1.4492... Generator Loss: 0.8471
Epoch 1/2... Batch 560... Discriminator Loss: 1.3044... Generator Loss: 1.7408
Epoch 1/2... Batch 570... Discriminator Loss: 1.1688... Generator Loss: 1.3898
Epoch 1/2... Batch 580... Discriminator Loss: 1.5199... Generator Loss: 0.7569
Epoch 1/2... Batch 590... Discriminator Loss: 1.9449... Generator Loss: 1.9607
Epoch 1/2... Batch 600... Discriminator Loss: 1.0131... Generator Loss: 1.7976
Epoch 1/2... Batch 610... Discriminator Loss: 0.8703... Generator Loss: 1.4087
Epoch 1/2... Batch 620... Discriminator Loss: 1.3270... Generator Loss: 1.5564
Epoch 1/2... Batch 630... Discriminator Loss: 1.4061... Generator Loss: 1.3606
Epoch 1/2... Batch 640... Discriminator Loss: 1.2586... Generator Loss: 0.6188
Epoch 1/2... Batch 650... Discriminator Loss: 1.2881... Generator Loss: 1.2718
Epoch 1/2... Batch 660... Discriminator Loss: 1.0623... Generator Loss: 1.4423
Epoch 1/2... Batch 670... Discriminator Loss: 1.6688... Generator Loss: 1.0521
Epoch 1/2... Batch 680... Discriminator Loss: 1.1327... Generator Loss: 1.4349
Epoch 1/2... Batch 690... Discriminator Loss: 1.2098... Generator Loss: 1.8257
Epoch 1/2... Batch 700... Discriminator Loss: 1.1277... Generator Loss: 1.6647
Epoch 1/2... Batch 710... Discriminator Loss: 0.8229... Generator Loss: 2.1453
Epoch 1/2... Batch 720... Discriminator Loss: 0.9013... Generator Loss: 1.1667
Epoch 1/2... Batch 730... Discriminator Loss: 1.3797... Generator Loss: 1.2350
Epoch 1/2... Batch 740... Discriminator Loss: 1.3780... Generator Loss: 0.4949
Epoch 1/2... Batch 750... Discriminator Loss: 1.2540... Generator Loss: 0.5514
Epoch 1/2... Batch 760... Discriminator Loss: 1.7165... Generator Loss: 0.3586
Epoch 1/2... Batch 770... Discriminator Loss: 1.4531... Generator Loss: 0.4495
Epoch 1/2... Batch 780... Discriminator Loss: 1.2786... Generator Loss: 0.5329
Epoch 1/2... Batch 790... Discriminator Loss: 0.6676... Generator Loss: 1.5933
Epoch 1/2... Batch 800... Discriminator Loss: 1.1439... Generator Loss: 0.7292
Epoch 1/2... Batch 810... Discriminator Loss: 1.3545... Generator Loss: 0.4932
Epoch 1/2... Batch 820... Discriminator Loss: 0.8983... Generator Loss: 0.9335
Epoch 1/2... Batch 830... Discriminator Loss: 1.1653... Generator Loss: 4.1377
Epoch 1/2... Batch 840... Discriminator Loss: 0.6066... Generator Loss: 1.6298
Epoch 1/2... Batch 850... Discriminator Loss: 0.8323... Generator Loss: 3.3956
Epoch 1/2... Batch 860... Discriminator Loss: 0.6802... Generator Loss: 1.4249
Epoch 1/2... Batch 870... Discriminator Loss: 0.9087... Generator Loss: 0.9274
Epoch 1/2... Batch 880... Discriminator Loss: 0.8240... Generator Loss: 0.9938
Epoch 1/2... Batch 890... Discriminator Loss: 0.5803... Generator Loss: 1.7268
Epoch 1/2... Batch 900... Discriminator Loss: 0.7106... Generator Loss: 1.3588
Epoch 1/2... Batch 910... Discriminator Loss: 1.3487... Generator Loss: 4.0272
Epoch 1/2... Batch 920... Discriminator Loss: 0.7600... Generator Loss: 1.1462
Epoch 1/2... Batch 930... Discriminator Loss: 0.7432... Generator Loss: 3.5183
Epoch 1/2... Batch 940... Discriminator Loss: 0.4619... Generator Loss: 2.4710
Epoch 1/2... Batch 950... Discriminator Loss: 0.4761... Generator Loss: 3.4845
Epoch 1/2... Batch 960... Discriminator Loss: 0.7934... Generator Loss: 1.2129
Epoch 1/2... Batch 970... Discriminator Loss: 0.6208... Generator Loss: 1.4532
Epoch 1/2... Batch 980... Discriminator Loss: 1.5419... Generator Loss: 3.8899
Epoch 1/2... Batch 990... Discriminator Loss: 0.9759... Generator Loss: 1.3178
Epoch 1/2... Batch 1000... Discriminator Loss: 0.6769... Generator Loss: 1.4925
Epoch 1/2... Batch 1010... Discriminator Loss: 0.7584... Generator Loss: 1.1273
Epoch 1/2... Batch 1020... Discriminator Loss: 0.4991... Generator Loss: 2.0002
Epoch 1/2... Batch 1030... Discriminator Loss: 1.5131... Generator Loss: 0.4442
Epoch 1/2... Batch 1040... Discriminator Loss: 1.0292... Generator Loss: 0.8021
Epoch 1/2... Batch 1050... Discriminator Loss: 0.3879... Generator Loss: 3.3406
Epoch 1/2... Batch 1060... Discriminator Loss: 0.6617... Generator Loss: 1.4785
Epoch 1/2... Batch 1070... Discriminator Loss: 0.6060... Generator Loss: 4.5019
Epoch 1/2... Batch 1080... Discriminator Loss: 0.8305... Generator Loss: 1.0040
Epoch 1/2... Batch 1090... Discriminator Loss: 0.5747... Generator Loss: 1.7420
Epoch 1/2... Batch 1100... Discriminator Loss: 0.4124... Generator Loss: 4.0632
Epoch 1/2... Batch 1110... Discriminator Loss: 0.4813... Generator Loss: 2.4569
Epoch 1/2... Batch 1120... Discriminator Loss: 0.4225... Generator Loss: 3.1624
Epoch 1/2... Batch 1130... Discriminator Loss: 1.5427... Generator Loss: 0.3906
Epoch 1/2... Batch 1140... Discriminator Loss: 0.6214... Generator Loss: 1.5742
Epoch 1/2... Batch 1150... Discriminator Loss: 0.6426... Generator Loss: 1.4732
Epoch 1/2... Batch 1160... Discriminator Loss: 0.6839... Generator Loss: 2.4601
Epoch 1/2... Batch 1170... Discriminator Loss: 0.4982... Generator Loss: 3.8597
Epoch 1/2... Batch 1180... Discriminator Loss: 0.4333... Generator Loss: 2.8878
Epoch 1/2... Batch 1190... Discriminator Loss: 0.5899... Generator Loss: 1.6017
Epoch 1/2... Batch 1200... Discriminator Loss: 0.4648... Generator Loss: 4.1875
Epoch 1/2... Batch 1210... Discriminator Loss: 0.8471... Generator Loss: 1.0115
Epoch 1/2... Batch 1220... Discriminator Loss: 0.4570... Generator Loss: 2.5139
Epoch 1/2... Batch 1230... Discriminator Loss: 0.4089... Generator Loss: 3.2260
Epoch 1/2... Batch 1240... Discriminator Loss: 1.9486... Generator Loss: 4.0536
Epoch 1/2... Batch 1250... Discriminator Loss: 0.4690... Generator Loss: 3.8217
Epoch 1/2... Batch 1260... Discriminator Loss: 0.8426... Generator Loss: 0.9922
Epoch 1/2... Batch 1270... Discriminator Loss: 0.6866... Generator Loss: 2.7610
Epoch 1/2... Batch 1280... Discriminator Loss: 0.5655... Generator Loss: 4.2265
Epoch 1/2... Batch 1290... Discriminator Loss: 1.3192... Generator Loss: 3.1297
Epoch 1/2... Batch 1300... Discriminator Loss: 0.9311... Generator Loss: 3.4514
Epoch 1/2... Batch 1310... Discriminator Loss: 0.3934... Generator Loss: 4.1436
Epoch 1/2... Batch 1320... Discriminator Loss: 1.2734... Generator Loss: 0.6075
Epoch 1/2... Batch 1330... Discriminator Loss: 0.9514... Generator Loss: 0.9191
Epoch 1/2... Batch 1340... Discriminator Loss: 1.0132... Generator Loss: 0.7800
Epoch 1/2... Batch 1350... Discriminator Loss: 0.7887... Generator Loss: 1.1368
Epoch 1/2... Batch 1360... Discriminator Loss: 1.1868... Generator Loss: 3.1962
Epoch 1/2... Batch 1370... Discriminator Loss: 1.6698... Generator Loss: 0.3462
Epoch 1/2... Batch 1380... Discriminator Loss: 0.7210... Generator Loss: 1.3254
Epoch 1/2... Batch 1390... Discriminator Loss: 0.4810... Generator Loss: 2.3723
Epoch 1/2... Batch 1400... Discriminator Loss: 0.5507... Generator Loss: 1.8480
Epoch 1/2... Batch 1410... Discriminator Loss: 0.7681... Generator Loss: 4.1778
Epoch 1/2... Batch 1420... Discriminator Loss: 0.5931... Generator Loss: 1.8764
Epoch 1/2... Batch 1430... Discriminator Loss: 0.5183... Generator Loss: 2.0566
Epoch 1/2... Batch 1440... Discriminator Loss: 0.5030... Generator Loss: 2.0193
Epoch 1/2... Batch 1450... Discriminator Loss: 0.6595... Generator Loss: 1.5486
Epoch 1/2... Batch 1460... Discriminator Loss: 0.4878... Generator Loss: 2.2933
Epoch 1/2... Batch 1470... Discriminator Loss: 0.6452... Generator Loss: 1.5789
Epoch 1/2... Batch 1480... Discriminator Loss: 0.8428... Generator Loss: 1.3467
Epoch 1/2... Batch 1490... Discriminator Loss: 0.8834... Generator Loss: 2.9488
Epoch 1/2... Batch 1500... Discriminator Loss: 0.6179... Generator Loss: 4.8801
Epoch 1/2... Batch 1510... Discriminator Loss: 0.5919... Generator Loss: 1.7441
Epoch 1/2... Batch 1520... Discriminator Loss: 0.5248... Generator Loss: 1.9795
Epoch 1/2... Batch 1530... Discriminator Loss: 1.2683... Generator Loss: 0.5626
Epoch 1/2... Batch 1540... Discriminator Loss: 0.5684... Generator Loss: 2.1934
Epoch 1/2... Batch 1550... Discriminator Loss: 0.7100... Generator Loss: 3.9390
Epoch 1/2... Batch 1560... Discriminator Loss: 0.6258... Generator Loss: 3.7058
Epoch 1/2... Batch 1570... Discriminator Loss: 0.3755... Generator Loss: 3.6864
Epoch 1/2... Batch 1580... Discriminator Loss: 0.4302... Generator Loss: 2.6101
Epoch 1/2... Batch 1590... Discriminator Loss: 0.4719... Generator Loss: 2.7305
Epoch 1/2... Batch 1600... Discriminator Loss: 0.8203... Generator Loss: 2.8881
Epoch 1/2... Batch 1610... Discriminator Loss: 1.1959... Generator Loss: 0.6614
Epoch 1/2... Batch 1620... Discriminator Loss: 0.7103... Generator Loss: 1.3737
Epoch 1/2... Batch 1630... Discriminator Loss: 0.5457... Generator Loss: 2.5980
Epoch 1/2... Batch 1640... Discriminator Loss: 0.4150... Generator Loss: 3.3490
Epoch 1/2... Batch 1650... Discriminator Loss: 0.9009... Generator Loss: 0.9429
Epoch 1/2... Batch 1660... Discriminator Loss: 0.6239... Generator Loss: 4.2083
Epoch 1/2... Batch 1670... Discriminator Loss: 0.5195... Generator Loss: 3.3747
Epoch 1/2... Batch 1680... Discriminator Loss: 1.1834... Generator Loss: 0.6435
Epoch 1/2... Batch 1690... Discriminator Loss: 0.4585... Generator Loss: 2.6190
Epoch 1/2... Batch 1700... Discriminator Loss: 0.5279... Generator Loss: 1.9034
Epoch 1/2... Batch 1710... Discriminator Loss: 0.4913... Generator Loss: 2.4065
Epoch 1/2... Batch 1720... Discriminator Loss: 0.6396... Generator Loss: 2.3172
Epoch 1/2... Batch 1730... Discriminator Loss: 0.8921... Generator Loss: 4.1869
Epoch 1/2... Batch 1740... Discriminator Loss: 0.4912... Generator Loss: 3.7144
Epoch 1/2... Batch 1750... Discriminator Loss: 0.5822... Generator Loss: 1.6603
Epoch 1/2... Batch 1760... Discriminator Loss: 0.6420... Generator Loss: 4.6526
Epoch 1/2... Batch 1770... Discriminator Loss: 0.4298... Generator Loss: 2.9529
Epoch 1/2... Batch 1780... Discriminator Loss: 0.4200... Generator Loss: 2.8593
Epoch 1/2... Batch 1790... Discriminator Loss: 0.6986... Generator Loss: 1.3343
Epoch 1/2... Batch 1800... Discriminator Loss: 0.6781... Generator Loss: 1.3712
Epoch 1/2... Batch 1810... Discriminator Loss: 0.5267... Generator Loss: 1.9404
Epoch 1/2... Batch 1820... Discriminator Loss: 0.3696... Generator Loss: 3.5381
Epoch 1/2... Batch 1830... Discriminator Loss: 1.3062... Generator Loss: 0.5483
Epoch 1/2... Batch 1840... Discriminator Loss: 0.4850... Generator Loss: 3.7137
Epoch 1/2... Batch 1850... Discriminator Loss: 0.8881... Generator Loss: 3.6234
Epoch 1/2... Batch 1860... Discriminator Loss: 0.4116... Generator Loss: 4.1143
Epoch 1/2... Batch 1870... Discriminator Loss: 1.2105... Generator Loss: 0.6754
Epoch 1/2... Batch 1880... Discriminator Loss: 0.6219... Generator Loss: 1.5474
Epoch 1/2... Batch 1890... Discriminator Loss: 0.4273... Generator Loss: 3.9151
Epoch 1/2... Batch 1900... Discriminator Loss: 0.4980... Generator Loss: 3.5598
Epoch 1/2... Batch 1910... Discriminator Loss: 0.6388... Generator Loss: 2.6265
Epoch 1/2... Batch 1920... Discriminator Loss: 0.4621... Generator Loss: 2.4304
Epoch 1/2... Batch 1930... Discriminator Loss: 0.4658... Generator Loss: 2.3679
Epoch 1/2... Batch 1940... Discriminator Loss: 0.4619... Generator Loss: 2.4181
Epoch 1/2... Batch 1950... Discriminator Loss: 0.5308... Generator Loss: 1.9140
Epoch 1/2... Batch 1960... Discriminator Loss: 0.4319... Generator Loss: 2.7057
Epoch 1/2... Batch 1970... Discriminator Loss: 3.8573... Generator Loss: 4.5923
Epoch 1/2... Batch 1980... Discriminator Loss: 0.8481... Generator Loss: 1.1128
Epoch 1/2... Batch 1990... Discriminator Loss: 0.4356... Generator Loss: 4.5143
Epoch 1/2... Batch 2000... Discriminator Loss: 0.4986... Generator Loss: 4.0889
Epoch 1/2... Batch 2010... Discriminator Loss: 0.5624... Generator Loss: 1.8501
Epoch 1/2... Batch 2020... Discriminator Loss: 1.0999... Generator Loss: 0.7263
Epoch 1/2... Batch 2030... Discriminator Loss: 0.5015... Generator Loss: 2.1762
Epoch 1/2... Batch 2040... Discriminator Loss: 0.5212... Generator Loss: 1.9195
Epoch 1/2... Batch 2050... Discriminator Loss: 0.4549... Generator Loss: 3.0046
Epoch 1/2... Batch 2060... Discriminator Loss: 0.5524... Generator Loss: 2.6537
Epoch 1/2... Batch 2070... Discriminator Loss: 0.5885... Generator Loss: 3.4830
Epoch 1/2... Batch 2080... Discriminator Loss: 0.4202... Generator Loss: 4.6351
Epoch 1/2... Batch 2090... Discriminator Loss: 0.3725... Generator Loss: 4.2285
Epoch 1/2... Batch 2100... Discriminator Loss: 0.5948... Generator Loss: 1.8160
Epoch 1/2... Batch 2110... Discriminator Loss: 0.5896... Generator Loss: 3.8568
Epoch 1/2... Batch 2120... Discriminator Loss: 0.4581... Generator Loss: 2.6559
Epoch 1/2... Batch 2130... Discriminator Loss: 0.5037... Generator Loss: 2.1884
Epoch 1/2... Batch 2140... Discriminator Loss: 1.5128... Generator Loss: 0.4923
Epoch 1/2... Batch 2150... Discriminator Loss: 0.4551... Generator Loss: 2.8066
Epoch 1/2... Batch 2160... Discriminator Loss: 0.6633... Generator Loss: 1.4779
Epoch 1/2... Batch 2170... Discriminator Loss: 0.3709... Generator Loss: 4.0013
Epoch 1/2... Batch 2180... Discriminator Loss: 1.7199... Generator Loss: 3.6853
Epoch 1/2... Batch 2190... Discriminator Loss: 0.3724... Generator Loss: 4.0314
Epoch 1/2... Batch 2200... Discriminator Loss: 0.4256... Generator Loss: 2.7459
Epoch 1/2... Batch 2210... Discriminator Loss: 0.3880... Generator Loss: 3.5075
Epoch 1/2... Batch 2220... Discriminator Loss: 0.6573... Generator Loss: 1.4275
Epoch 1/2... Batch 2230... Discriminator Loss: 0.6785... Generator Loss: 5.9641
Epoch 1/2... Batch 2240... Discriminator Loss: 0.3732... Generator Loss: 3.6468
Epoch 1/2... Batch 2250... Discriminator Loss: 0.3769... Generator Loss: 4.9895
Epoch 1/2... Batch 2260... Discriminator Loss: 0.4336... Generator Loss: 4.5434
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Epoch 2/2... Batch 4000... Discriminator Loss: 0.4710... Generator Loss: 6.4749
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Epoch 2/2... Batch 4150... Discriminator Loss: 0.3765... Generator Loss: 5.4359
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Epoch 2/2... Batch 4210... Discriminator Loss: 0.9025... Generator Loss: 5.6785
Epoch 2/2... Batch 4220... Discriminator Loss: 0.3601... Generator Loss: 4.5585
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Epoch 2/2... Batch 4240... Discriminator Loss: 0.4475... Generator Loss: 3.9273
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Epoch 2/2... Batch 4260... Discriminator Loss: 0.3585... Generator Loss: 5.0996
Epoch 2/2... Batch 4270... Discriminator Loss: 0.7858... Generator Loss: 3.1759
Epoch 2/2... Batch 4280... Discriminator Loss: 0.3939... Generator Loss: 3.5548
Epoch 2/2... Batch 4290... Discriminator Loss: 0.3667... Generator Loss: 4.7833
Epoch 2/2... Batch 4300... Discriminator Loss: 0.6866... Generator Loss: 4.1666
Epoch 2/2... Batch 4310... Discriminator Loss: 0.5213... Generator Loss: 2.7444
Epoch 2/2... Batch 4320... Discriminator Loss: 0.4101... Generator Loss: 3.2165
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Epoch 2/2... Batch 4380... Discriminator Loss: 0.3488... Generator Loss: 4.5772
Epoch 2/2... Batch 4390... Discriminator Loss: 0.3839... Generator Loss: 3.6324
Epoch 2/2... Batch 4400... Discriminator Loss: 0.3485... Generator Loss: 4.6721
Epoch 2/2... Batch 4410... Discriminator Loss: 0.3771... Generator Loss: 4.1332
Epoch 2/2... Batch 4420... Discriminator Loss: 0.3883... Generator Loss: 3.7161
Epoch 2/2... Batch 4430... Discriminator Loss: 0.3605... Generator Loss: 5.4351
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Epoch 2/2... Batch 4450... Discriminator Loss: 1.0085... Generator Loss: 1.1609
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Epoch 2/2... Batch 4500... Discriminator Loss: 1.6177... Generator Loss: 0.5289
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Epoch 2/2... Batch 4570... Discriminator Loss: 0.3473... Generator Loss: 5.3403
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Epoch 2/2... Batch 4600... Discriminator Loss: 0.4273... Generator Loss: 2.7378
Epoch 2/2... Batch 4610... Discriminator Loss: 0.3885... Generator Loss: 5.8299
Epoch 2/2... Batch 4620... Discriminator Loss: 0.4995... Generator Loss: 3.5624
Epoch 2/2... Batch 4630... Discriminator Loss: 0.3674... Generator Loss: 4.3925
Epoch 2/2... Batch 4640... Discriminator Loss: 0.7739... Generator Loss: 1.4960
Epoch 2/2... Batch 4650... Discriminator Loss: 0.4529... Generator Loss: 3.7060
Epoch 2/2... Batch 4660... Discriminator Loss: 0.4018... Generator Loss: 3.0949
Epoch 2/2... Batch 4670... Discriminator Loss: 0.3709... Generator Loss: 4.3739
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Epoch 2/2... Batch 4690... Discriminator Loss: 0.5274... Generator Loss: 2.1699
Epoch 2/2... Batch 4700... Discriminator Loss: 2.0894... Generator Loss: 0.3037
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Epoch 2/2... Batch 4800... Discriminator Loss: 0.4099... Generator Loss: 5.7903
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Epoch 2/2... Batch 4820... Discriminator Loss: 0.9645... Generator Loss: 1.0371
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Epoch 2/2... Batch 4850... Discriminator Loss: 0.3464... Generator Loss: 5.1093
Epoch 2/2... Batch 4860... Discriminator Loss: 1.3663... Generator Loss: 0.6402
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Epoch 2/2... Batch 4910... Discriminator Loss: 0.3950... Generator Loss: 3.2861
Epoch 2/2... Batch 4920... Discriminator Loss: 0.7082... Generator Loss: 5.0014
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Epoch 2/2... Batch 4970... Discriminator Loss: 0.3614... Generator Loss: 4.5386
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Epoch 2/2... Batch 5000... Discriminator Loss: 0.3483... Generator Loss: 5.9914
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Epoch 2/2... Batch 5330... Discriminator Loss: 0.4030... Generator Loss: 4.0817
Epoch 2/2... Batch 5340... Discriminator Loss: 0.3585... Generator Loss: 4.0555
Epoch 2/2... Batch 5350... Discriminator Loss: 0.3735... Generator Loss: 3.7656
Epoch 2/2... Batch 5360... Discriminator Loss: 0.3582... Generator Loss: 4.4672
Epoch 2/2... Batch 5370... Discriminator Loss: 0.3571... Generator Loss: 4.5027
Epoch 2/2... Batch 5380... Discriminator Loss: 0.6651... Generator Loss: 2.0061
Epoch 2/2... Batch 5390... Discriminator Loss: 0.7213... Generator Loss: 7.4822
Epoch 2/2... Batch 5400... Discriminator Loss: 0.4653... Generator Loss: 5.9058
Epoch 2/2... Batch 5410... Discriminator Loss: 0.3802... Generator Loss: 3.9221
Epoch 2/2... Batch 5420... Discriminator Loss: 0.4320... Generator Loss: 5.5203
Epoch 2/2... Batch 5430... Discriminator Loss: 0.8338... Generator Loss: 3.9964
Epoch 2/2... Batch 5440... Discriminator Loss: 1.4765... Generator Loss: 0.5507
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Epoch 2/2... Batch 5490... Discriminator Loss: 0.9840... Generator Loss: 0.9154
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Epoch 2/2... Batch 5650... Discriminator Loss: 1.0796... Generator Loss: 0.7923
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Epoch 2/2... Batch 5670... Discriminator Loss: 0.3635... Generator Loss: 4.8722
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Epoch 2/2... Batch 5690... Discriminator Loss: 0.3749... Generator Loss: 4.4547
Epoch 2/2... Batch 5700... Discriminator Loss: 0.3700... Generator Loss: 4.7106
Epoch 2/2... Batch 5710... Discriminator Loss: 0.6179... Generator Loss: 2.0337
Epoch 2/2... Batch 5720... Discriminator Loss: 0.3692... Generator Loss: 3.8837
Epoch 2/2... Batch 5730... Discriminator Loss: 0.5085... Generator Loss: 3.2925
Epoch 2/2... Batch 5740... Discriminator Loss: 1.0248... Generator Loss: 0.9223
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Epoch 2/2... Batch 5760... Discriminator Loss: 0.3593... Generator Loss: 4.3798
Epoch 2/2... Batch 5770... Discriminator Loss: 0.3419... Generator Loss: 6.0070
Epoch 2/2... Batch 5780... Discriminator Loss: 0.3646... Generator Loss: 4.8965
Epoch 2/2... Batch 5790... Discriminator Loss: 1.3810... Generator Loss: 2.9756
Epoch 2/2... Batch 5800... Discriminator Loss: 0.4688... Generator Loss: 2.6784
Epoch 2/2... Batch 5810... Discriminator Loss: 0.4189... Generator Loss: 4.1106
Epoch 2/2... Batch 5820... Discriminator Loss: 0.4847... Generator Loss: 3.4241
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Epoch 2/2... Batch 5840... Discriminator Loss: 0.3587... Generator Loss: 3.9820
Epoch 2/2... Batch 5850... Discriminator Loss: 0.6619... Generator Loss: 2.4516
Epoch 2/2... Batch 5860... Discriminator Loss: 0.3710... Generator Loss: 4.7257
Epoch 2/2... Batch 5870... Discriminator Loss: 0.3761... Generator Loss: 4.4694
Epoch 2/2... Batch 5880... Discriminator Loss: 0.3469... Generator Loss: 5.0279
Epoch 2/2... Batch 5890... Discriminator Loss: 0.4056... Generator Loss: 4.2143
Epoch 2/2... Batch 5900... Discriminator Loss: 0.3708... Generator Loss: 4.8481
Epoch 2/2... Batch 5910... Discriminator Loss: 0.3499... Generator Loss: 4.6654
Epoch 2/2... Batch 5920... Discriminator Loss: 0.3914... Generator Loss: 3.4005
Epoch 2/2... Batch 5930... Discriminator Loss: 0.4372... Generator Loss: 3.4622
Epoch 2/2... Batch 5940... Discriminator Loss: 1.1852... Generator Loss: 0.8368
Epoch 2/2... Batch 5950... Discriminator Loss: 0.3567... Generator Loss: 4.0324
Epoch 2/2... Batch 5960... Discriminator Loss: 0.6037... Generator Loss: 4.9832
Epoch 2/2... Batch 5970... Discriminator Loss: 0.6233... Generator Loss: 2.1513
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Epoch 2/2... Batch 6010... Discriminator Loss: 0.3525... Generator Loss: 4.3451
Epoch 2/2... Batch 6020... Discriminator Loss: 0.3735... Generator Loss: 4.3483
Epoch 2/2... Batch 6030... Discriminator Loss: 1.0244... Generator Loss: 3.0336
Epoch 2/2... Batch 6040... Discriminator Loss: 0.5055... Generator Loss: 2.3725
Epoch 2/2... Batch 6050... Discriminator Loss: 0.3581... Generator Loss: 4.2426
Epoch 2/2... Batch 6060... Discriminator Loss: 0.3596... Generator Loss: 5.2475
Epoch 2/2... Batch 6070... Discriminator Loss: 0.3872... Generator Loss: 3.6802
Epoch 2/2... Batch 6080... Discriminator Loss: 0.4455... Generator Loss: 3.0559
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Epoch 2/2... Batch 6100... Discriminator Loss: 0.3832... Generator Loss: 3.3242
Epoch 2/2... Batch 6110... Discriminator Loss: 0.4995... Generator Loss: 3.2054
Epoch 2/2... Batch 6120... Discriminator Loss: 0.3491... Generator Loss: 5.7564
Epoch 2/2... Batch 6130... Discriminator Loss: 1.6380... Generator Loss: 4.0894
Epoch 2/2... Batch 6140... Discriminator Loss: 0.5176... Generator Loss: 2.3254
Epoch 2/2... Batch 6150... Discriminator Loss: 0.3698... Generator Loss: 4.9327
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Epoch 2/2... Batch 6200... Discriminator Loss: 0.3494... Generator Loss: 4.9982
Epoch 2/2... Batch 6210... Discriminator Loss: 0.4133... Generator Loss: 3.0106
Epoch 2/2... Batch 6220... Discriminator Loss: 0.6405... Generator Loss: 1.7251
Epoch 2/2... Batch 6230... Discriminator Loss: 0.4983... Generator Loss: 3.1705
Epoch 2/2... Batch 6240... Discriminator Loss: 0.3764... Generator Loss: 5.3647
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Epoch 2/2... Batch 6270... Discriminator Loss: 0.3972... Generator Loss: 4.9488
Epoch 2/2... Batch 6280... Discriminator Loss: 0.3666... Generator Loss: 4.5991
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Epoch 2/2... Batch 6300... Discriminator Loss: 0.7055... Generator Loss: 4.8163
Epoch 2/2... Batch 6310... Discriminator Loss: 0.3556... Generator Loss: 5.0185
Epoch 2/2... Batch 6320... Discriminator Loss: 0.4454... Generator Loss: 2.4963
Epoch 2/2... Batch 6330... Discriminator Loss: 0.3338... Generator Loss: 6.3482

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.